Continual Learning

A Faster Path to Continual Learning CVPR 2026 Arcadia: Toward a Full-Lifecycle Framework for Embodied Lifelong Learning CVPR 2026 AtomicVLA: Unlocking the Potential of Atomic Skill Learning in Robots CVPR 2026 Beyond Prompt Degradation: Prototype-guided Dual-pool Prompting for Incremental Object Detection CVPR 2026 Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression CVPR 2026 Bridging Lifelong and Multi-Task Representation Learning: An Algorithm and a Complexity Measure ALT 2026 Building a Turkish Large Language Model via Continual Pre-Training and Parameter-Efficient Adaptation EACL 2026 Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams ACL 2026 CGL: Advancing Continual GUI Learning via Reinforcement Fine-Tuning CVPR 2026 CL2GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction ACL 2026 Continual-learning for Modelling Low-Resource Languages from Large Language Models EACL 2026 Convergence of Continual Learning in Homogeneous Deep Networks COLT 2026 Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning on the Edge CVPR 2026 Cross-Architecture Adaptation: Cloud-Edge Continual Test-Time Adaptation with Dynamic Sampling and Heterogeneous Distillation CVPR 2026 DarwinTOD: LLM-Driven Lifelong Self-evolution for Task-oriented Dialog Systems ACL 2026 Decouple Your Discovery and Memory in Continual Generalized Category Discovery CVPR 2026 DGS: Dual Gradient and Semantic-Shift Guided Low-Rank Adaptation for Class Incremental Learning CVPR 2026 DK-DDIL: Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical Imaging CVPR 2026 Dual-Estimator: Decoupling Global and Local Semantic Shift for Drift Compensation in Class-Incremental Learning CVPR 2026 Elastic Weight Consolidation Done Right for Continual Learning CVPR 2026 Evolutionary Strategies at Scale lead to Catastrophic Forgetting ACL 2026 Exemplar-Free Class Incremental Learning via Preserving Class-Discriminative Structure CVPR 2026 Few-Shot Hybrid Incremental Learning:Continually Learning under Data Scarcity and Task Uncertainty CVPR 2026 FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning ACL 2026 Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models CVPR 2026